{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Hankel Alternative View of Koopman Operator for Lorenz System\n",
    "\n",
    "HAVOK combines delay embedding and Koopman theory to decompose chaotic dynamics into\n",
    "a linear model in the leading delay coordinates with forcing by low-energy delay\n",
    "coordinates; this is called the Hankel alternative view of Koopman (HAVOK) analysis.\n",
    "The method is illustrated on the chaotic Lorenz system (see Brunton, Brunton,\n",
    "Proctor, Kaiser & Kutz, _\"Chaos as an intermittently forced linear system\"_, Nature\n",
    "Communications 8(19), 2017):\n",
    "\n",
    "$$\\dot{x}_{1} = \\sigma (x_2-x_1),\\\\\n",
    "\\dot{x}_2 = x_1(\\rho-x_3)-x_2,\\\\\n",
    "\\dot{x}_3 = x_1x_2-\\beta x_3$$\n",
    "\n",
    "with parameters $\\sigma=10$, $\\rho=28$, and $\\beta=8/3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../src')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import integrate\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.gridspec import GridSpec\n",
    "\n",
    "import pykoopman as pk\n",
    "from pykoopman.common import lorenz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Collect training data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(-1.0, 100.0)"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 3000x1000 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_states = 3\n",
    "x0 = [-8, 8, 27]  # initial condition\n",
    "dt = 0.001  # timestep\n",
    "t = np.linspace(dt, 200, 200000)  # time vector\n",
    "x = integrate.odeint(lorenz, x0, t, atol=1e-12, rtol=1e-12)  # integrate ode\n",
    "\n",
    "fig = plt.figure(figsize=(30,10))\n",
    "gs = GridSpec(3, 3, figure=fig)\n",
    "ax1 = fig.add_subplot(gs[:, 0], projection='3d')\n",
    "ax1.plot3D(x[:, 0], x[:, 1], x[:, 2], '-k')\n",
    "ax1.set_xlabel('x1')\n",
    "ax1.set_ylabel('x2')\n",
    "ax1.set_zlabel('x3')\n",
    "ax1.grid()\n",
    "ax2a = fig.add_subplot(gs[0, 1])\n",
    "ax2a.plot(t, x[:, 0], '-b', label='x')\n",
    "ax2a.set_ylabel('x1')\n",
    "ax2a.set_xlim([-1, 100])\n",
    "ax2b = fig.add_subplot(gs[1, 1])\n",
    "ax2b.plot(t, x[:, 1], '-b', label='y')\n",
    "ax2b.set_ylabel('x2')\n",
    "ax2b.set_xlim([-1, 100])\n",
    "ax2c = fig.add_subplot(gs[2, 1])\n",
    "ax2c.plot(t, x[:, 2], '-b', label='z')\n",
    "ax2c.set_ylabel('x3')\n",
    "ax2c.set_xlabel('t')\n",
    "ax2c.set_xlim([-1, 100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HAVOK regression\n",
    "The chaotic system is now modeled as a linear model in the leading delay coordinates,\n",
    " ${\\bf v}:=[v_1, v_2, \\ldots, v_{r-1}]^T$, with forcing by the low-energy, $r$th delay\n",
    "  coordinate:\n",
    "$$\\dot{\\bf v}(t) = {\\bf A}{\\bf v}(t) + {\\bf B} v_r(t)$$.\n",
    "\n",
    "The observables chosen for the HAVOK model are time-delay coordinates of the first\n",
    "state coordinate $x(t)$. The resulting data matrix is referred to as Hankel matrix.\n",
    "The number of delays is chosen to be $100$. The HAVOK model computes a SVD of the\n",
    "Hankel matrix:\n",
    "$${\\bf H} = {\\bf U}{\\bf \\Sigma}{\\bf V}^{*}.$$\n",
    "In order to regress on the V's delay coordinates, the corresponding time derivative\n",
    "(i.e. $\\dot{\\bf v}$) must be first estimated, e.g. using the 4th order central\n",
    "difference scheme. pyKoopman integrates the package [derivative](https://derivative\n",
    ".readthedocs.io/en/latest/?badge=latest) for differentiation, which provides a large\n",
    "suite of differentiation options for both clean and noisy data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_delays = 100-1\n",
    "\n",
    "# # time delay on first and second component\n",
    "# INDEX = [0,1]\n",
    "# SVD_RANK = 15\n",
    "\n",
    "# time delay only on first component \n",
    "INDEX = [0]\n",
    "SVD_RANK = 15\n",
    "\n",
    "# # time delay only on second component \n",
    "# INDEX = [1]\n",
    "# SVD_RANK = 15\n",
    "\n",
    "# # time delay on the third component\n",
    "# INDEX = [2]\n",
    "# SVD_RANK = 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "KoopmanContinuous(differentiator=Derivative(k=2, kind='finite_difference'),\n                  observables=TimeDelay(n_delays=99),\n                  regressor=HAVOK(plot_sv=True, svd_rank=15))",
      "text/html": "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KoopmanContinuous(differentiator=Derivative(k=2, kind=&#x27;finite_difference&#x27;),\n                  observables=TimeDelay(n_delays=99),\n                  regressor=HAVOK(plot_sv=True, svd_rank=15))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KoopmanContinuous</label><div class=\"sk-toggleable__content\"><pre>KoopmanContinuous(differentiator=Derivative(k=2, kind=&#x27;finite_difference&#x27;),\n                  observables=TimeDelay(n_delays=99),\n                  regressor=HAVOK(plot_sv=True, svd_rank=15))</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">observables: TimeDelay</label><div class=\"sk-toggleable__content\"><pre>TimeDelay(n_delays=99)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">TimeDelay</label><div class=\"sk-toggleable__content\"><pre>TimeDelay(n_delays=99)</pre></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">regressor: HAVOK</label><div class=\"sk-toggleable__content\"><pre>HAVOK(plot_sv=True, svd_rank=15)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">HAVOK</label><div class=\"sk-toggleable__content\"><pre>HAVOK(plot_sv=True, svd_rank=15)</pre></div></div></div></div></div></div></div></div></div></div>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TDC = pk.observables.TimeDelay(delay=1, n_delays=n_delays)\n",
    "HAVOK = pk.regression.HAVOK(svd_rank=SVD_RANK, plot_sv=True)\n",
    "Diff = pk.differentiation.Derivative(kind='finite_difference', k=2)  # 4th order\n",
    "# central difference\n",
    "\n",
    "model = pk.KoopmanContinuous(observables=TDC, differentiator=Diff, regressor=HAVOK)\n",
    "model.fit(x[:, INDEX], dt=dt)  # Compute model fit using training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "-1.1467136340992274"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.B.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.colorbar.Colorbar at 0x131000e5ff0>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 3 Axes>",
      "image/png": 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MHD9+HK1bt6603tq1a/HCCy+gU6dOGDNmDIDShdCA0r8k9+/fj4EDB6Jx48a4cOECli1bhu7du+PEiRNwdXVF165dMXbsWLz33nuYNGmStHy+/n/Xrl2L2NhYxMTEYO7cubh9+zaWLVuGRx99FD/99JPFU28lJSWIiYnBo48+igULFsDV1RVA6fTJ7du38dJLL6FBgwY4ePAglixZgt9++w0bN240aEOr1SImJgYRERFYsGABvvnmG7zzzjto2rQpXnrpJQBAeno6Bg0ahJ49e2Lu3LkAgJMnT+K///0vxo0bV2HfJk+ejPz8fPz222949913AZQurFaZb775Br1790ZISAimTZuGO3fuYMmSJejcuTOOHDlS7rt67rnnEBwcjOTkZBw5cgT/93//Bx8fH6l/1fnHP/6BF198EZs3b8bIkSMBlI4WtWjRAu3bty9X/9y5c9i6dSsGDBiA4OBg5OXlYfny5ejWrRtOnDgBf39/PPTQQ5gxYwaSkpIwZswYacfxe6c8//zzT/Tu3RsDBw7E0KFD4evrW2H/Fi9ejN27dyM2NhYZGRlQqVRYvnw50tLSsHbtWvj7+1f7jOvXr4ebmxueeuop1K1bF02bNkVqaqpdTcESmUOn0+Hy5ctwd3c3a7sRUwghcOPGDfj7+1u86GKtZNVVkUg2aWlpQqVSCZVKJSIjI8Wbb74pdu7cKYqKisrVdXNzE7GxseWO3759u9yxjIwMAUB8/PHH0rGNGzcaLFamd+PGDeHp6SlGjx5tcDw3N1d4eHiUO16V+fPnCwDi/Pnz0rHY2FgBQCQkJBjV9+TkZKFQKMTFixfLtTFjxgyDumFhYSI8PFz6PG7cOKHRaERJSUmlfdQvQnbv99CnTx8RFBRUrm5FC7K1a9dO+Pj4iD///FM69vPPPwulUimGDRsmHZs6daoAIEaOHGnQ5rPPPisaNGhQaf/0YmNjhZubmxBCiP79+4uePXsKIYTQarXCz89PTJ8+Xerf/Pnzpevu3r1bbiG48+fPC7VabfD9HTp0qNLF5rp16yYAiJSUlArP/X1BvJ07dwoAYtasWeLcuXOiXr16ol+/ftU+o16bNm3EkCFDpM+TJk0SDRs2FMXFxUa3QWSPcnJyyi1iKHfJycmx9WPbJY4YOYjHH38cGRkZSE5Oxs6dO5GRkYF58+bB29sb//d//4enn3662jbu3cm4uLgYBQUFaNasGTw9PXHkyJFql1RPT0/H9evXMWjQIPzxxx/ScZVKhYiICOzZs8f8B7yHflSnsr7funULd+7cQVRUFIQQ+OmnnxAYGGhQ/8UXXzT43KVLF6xdu1b67OnpiVu3biE9PR1PPPGEVfp9rytXriAzMxNvvvkm6tevLx1v27YtHn/8cXz99dflrqmoz1u2bEFBQQE0Go1R9x08eDAGDBiA3NxcHD9+HLm5uRVOowGleUl6Wq0W169fR7169RAaGoojR44YdT99OyNGjDCqbq9evfDvf/8bM2bMwH/+8x+4uLhg+fLlRl179OhRHDt2TNqWAAAGDRqEOXPmYOfOnWbtd0VkL9zd3QEAdTuMhqKOPPl5eqKkCHd+/FC6JxniGJoD6dixIzZv3oxr167h4MGDSExMxI0bN9C/f3+cOHGi2uvv3LmDpKQkBAQEQK1Wo2HDhvD29sb169eRn59f7fVnzpwBADz22GPw9vY2KGlpaVZJAq9Tpw4aN25c7nh2djaGDx+O+vXrS3lD3bp1A4ByfXdxcYG3t7fBMS8vL1y7dk36/PLLL+PBBx9E79690bhxY4wcORI7duywuP96Fy9eBACEhoaWO/fQQw/hjz/+kDZu1Pt7cOfl5QUABv2ujj4369NPP0Vqaio6duyIZs2aVVhXp9Ph3XffRfPmzQ1+Ho4ePWrUz4PeAw88YFKi9YIFC1C/fn1kZmbivffeq3JvqXt98skncHNzQ0hICM6ePYuzZ8/CxcUFTZo0QWpqqtH3J7JH+ukzRR1nKOqoZS7OBvckQxwxckDOzs7o2LEjOnbsiAcffBAjRozAxo0bMXXq1Cqve/XVV7Fq1SqMHz8ekZGR8PDwgEKhwMCBA8vtpFwRfZ21a9fCz8+v3Pk6dSz/cVKr1eXmvLVaLR5//HH89ddfmDhxIlq0aAE3NzdcunQJw4cPL9d3lUpV7X18fHyQmZmJnTt3Yvv27di+fTtWrVqFYcOGYc2aNRY/hzkq67cwYdcetVqNf/zjH1izZg3OnTuHadOmVVp3zpw5mDJlCkaOHImZM2eifv36UCqVGD9+vFE/D3r3juYZ46effpKC6GPHjmHQoEHVXiOEwPr163Hr1q0Kd+i+evUqbt68WWXOFxGRMRgYObgOHToAKJ260avsXwH/+c9/EBsbi3feeUc6dvfuXYO3mKq6Xp/E7ePjg+joaEu6bZJjx47h9OnTWLNmDYYNGyYdT09Pt6hdZ2dn9O3bF3379oVOp8PLL7+M5cuXY8qUKZWOshj7L6ygoCAAQFZWVrlzp06dQsOGDWVbhmDw4MFYuXIllEolBg4cWGm9//znP+jRowc++ugjg+PXr183WFvKmv+qvHXrFkaMGIGWLVsiKioK8+bNw7PPPiu9+VaZ7777Dr/99htmzJghvQigd+3aNYwZMwZbt27F0KFDrdZXIro/MTByEHv27EH37t3L/SWlz1W5d8rGzc2tXLADlI5I/H30YcmSJeVeY9f/hf33NmJiYqDRaDBnzhz06NGj3GKGv//+e7kpLGvQj6Tc23chhMGr9ab6888/0aBBA+mzUqlE27ZtAQCFhYWVXufm5mbUNFOjRo3Qrl07rFmzBomJidIyC8ePH0daWpqsf4H36NEDM2fORIMGDSoc2dOr6Odh48aNuHTpkkFgWNnPgzkmTpyI7OxsHDhwAKGhodi1axdiY2Px008/GeQ8/Z1+Gu2NN96ocL2o+fPnIzU1lYEREVmMgZGDePXVV3H79m08++yzaNGiBYqKirB//358+umnaNKkiUHya3h4OL755hssXLgQ/v7+CA4ORkREBJ566imsXbsWHh4eaNmyJTIyMvDNN98YBAgA0K5dO6hUKsydOxf5+flQq9V47LHH4OPjg2XLluH5559H+/btMXDgQHh7eyM7OxtfffUVOnfujPfff9/qz96iRQs0bdoUr7/+Oi5dugSNRoNNmzaZlHvzdy+88AL++usvPPbYY2jcuDEuXryIJUuWoF27duVGJO4VHh6OTz/9FPHx8ejYsSPq1auHvn37Vlh3/vz56N27NyIjIzFq1CjpdX0PD48qp7gspVQq8dZbb1Vb76mnnsKMGTMwYsQIREVF4dixY0hNTUVISIhBvaZNm8LT0xMpKSlwd3eHm5sbIiIiEBwcbFK/du/ejQ8++ABTp06Vlg9YtWoVunfvjilTpmDevHkVXldYWIhNmzbh8ccfr3QRzaeffhqLFy/G1atXjc5ZIiKqCJOvHcSCBQvQo0cPfP3114iPj0d8fDwOHjyIl19+GT/88IPBwo8LFy5EeHg43nrrLQwaNAjLli0DULqOzLBhw5CamooJEybgypUr+Oabb8rlZfj5+SElJQVXr17FqFGjMGjQICm5e/Dgwdi1axceeOABzJ8/H+PGjcOGDRvQrl07o99MMpWTkxO+/PJLtGvXDsnJyZg+fTqaN2+Ojz/+2Ow2hw4dChcXF3zwwQd4+eWXsWbNGvzrX//C9u3bq1zX4+WXX8bgwYOxatUqDB482GArlr+Ljo7Gjh070KBBAyQlJWHBggV45JFH8N///tfkoEIOkyZNwoQJE7Bz506MGzcOR44cwVdffYWAgACDek5OTlizZg1UKhVefPFFDBo0CN99951J97px4wZGjhyJsLAwTJ48WTrepUsXjBs3Du+88w4OHDhQ4bVfffUVrl+/XmkACgB9+/ZFSUkJNmzYYFK/iIj+TiFMyewkIiIiqysoKICHhwdcH4mDok7l08rWIEoKcfvAUuTn5xu9FMj9hCNGREREVrJ06VI0adIELi4uiIiIwMGDB23dJTIRAyMiIiIr0OcfTp06FUeOHMHDDz+MmJgYh9jom/6HgREREZEVLFy4EKNHj5aWpEhJSYGrqytWrlxp666RCRgYERERWaioqAiHDx82WONNqVQiOjoaGRkZ5eoXFhaioKDAoJB9YGBERERkoT/++ANarRa+vr4Gx319fZGbm1uufnJyMjw8PKTy97dByXbsbh0jnU6Hy5cvw93dnfu4EBGZSQiBGzduwN/fv8olKMg2EhMTER8fL30uKCiweXB09+5dFBUVWdSGs7NzpeuNOQq7C4wuX75s8x8OIqLaIicnp8KNmcm6GjZsCJVKhby8PIPjeXl5Fa5Ar1arq1ztvabdvXsXdd3rAyV3LGrHz88P58+fd+jgyO4CI3d3dwClO7nr/9vabhQZv0GmOTTO8v/rTO7FpzhWZ3uOvsCY3D9Djv79APJ+Rzdu3ECz5s1l+3OUDDk7OyM8PBy7du1Cv379AJTOgOzatQuvvPKKbTtnhKKiIqDkDuq0fA5QOVV/QUW0xcg98RmKiooYGFmTfvrM3d1dvoWnGBhVi4GR7Tn6X/wMjKpXE79nTEmoOfHx8YiNjUWHDh3QqVMnLFq0SNo42VEonFygUDmbda1QqqzcG9uwu8CIiIjIEf3rX//C77//jqSkJOTm5qJdu3bYsWNHuYRse6ZQqqAwN8ARDIyIiIjoHq+88opDTJ1VhoERX9cnIiIiG7K3bVQYGBEREREAQKFQSaNGJheF6SNG9riNCgMjIiIiAgAoVEooVCozi+khhT1uo8IcIyIiIgIAKC3IMdK/lfb37U0qW7NJv41KYmLiPfevfBuVmiLbiJG9zRkSERGR/AICAgy2O0lOTq6wnqnbqNQUWUaM9HOGKSkpiIiIwKJFixATE4OsrCz4+PjIcUsiIiKykEVvpZVdl5OTY7AOoT2t8G0MWUaMTJkz5A7DRERE9sHsxOt7AiqNRmNQKguMTN1GpaZYPTDSzxlGR0f/7yZVzBlyh2EiIiL7oFAqLSqmuHcbFT39NiqRkZHWfjSjWT0wMnXOMDExEfn5+VLJycmxdpeIiIjIDsXHx+PDDz/EmjVrcPLkSbz00ks230bF5m+l2dsOw0RERPcra+QYmcIet1GxemBkr3OGREREVLXSKTFzAyPzJqHsbRsVq0+l2eucIREREVWtple+tkeyTKXFx8cjNjYWHTp0QKdOnbBo0SKbzxkSERERVUeWwMge5wyJiIioGmXbe5hD6DhiVCV7mzMkIiKiqlmSfG12bpKdsflbaURERGQfGBjJuFcaERERkaPhiBEREREBAJRKFZQ1uI6RPWJgRERERAAsW8fI1C1B7JXdBkaqO9ehqqOVpW0PVy9Z2tX77UaxrO0DQGN3J1nbF7K2Lj+FrTtgBY7+DHL/DDn69wPI+x05+u8w2QZzjOw4MCIiIqKaxcCIyddEREREEo4YEREREQCOGAEMjIiIiKiMfq80c6+tDRgYEREREQBAYcGWIOZeZ2+YY0RERERUhiNGREREBIDrGAEMjIiIiKgMk68ZGBEREVEZBkbMMSIiIiKScMSIiIiIAABKpQJKpZkb7ph7nZ1hYEREREQAAIVSAYWZAY6519kbBkZEREQEAFAoFFAozAyMzLzO3jDHiIiIiKgMR4yIiIgIQOl0mLk5RoJTaURERFSbKBQW5BjVkqk0BkZEREQEgMnXAHOMiIiIiCQcMSIiIiIAgFKhgNLMKTHBqTQiIiKqTTiVxsCIiIiIyjAwYo4RERERkYSBERERkYWSk5PRsWNHuLu7w8fHB/369UNWVpatu2Uy/V5p5pbawG6n0nR1PaFz1cjSdp0/zsnSrl7jhiGytg8AZ64Vydp+cy9nWduXm5C5/Zr49Zf7GeQm93fk6N8PIO93VDv+inIc3333HeLi4tCxY0eUlJRg0qRJ6NWrF06cOAE3Nzdbd89oCmVpMffa2qCWPAYREZHt7NixA8OHD0erVq3w8MMPY/Xq1cjOzsbhw4dt3TWT6PdKM7fIafbs2YiKioKrqys8PT0rrJOdnY0+ffrA1dUVPj4+eOONN1BSUmLSfex2xIiIiMhR5efnAwDq169f4fnCwkIUFhZKnwsKCmqkX46sqKgIAwYMQGRkJD766KNy57VaLfr06QM/Pz/s378fV65cwbBhw+Dk5IQ5c+YYfR+OGBEREVmRTqfD+PHj0blzZ7Ru3brCOsnJyfDw8JBKQEBADfeyYkqlJXlG8vZt+vTpeO2119CmTZsKz6elpeHEiRP45JNP0K5dO/Tu3RszZ87E0qVLUVRkfPoJAyMiIiIriouLw/Hjx7Fhw4ZK6yQmJiI/P18qOTk5NdjDyulf1ze3AKWjX/eWe0fG5JSRkYE2bdrA19dXOhYTE4OCggL88ssvRrfDwIiIiMhKXnnlFWzbtg179uxB48aNK62nVquh0WgMij3QbyJrVinLMQoICDAYDUtOTq6Rvufm5hoERQCkz7m5uUa3w8CIiIjIQkIIvPLKK9iyZQt2796N4OBgW3fJZnJycgxGwxITEyutm5CQUG1C96lTp2qw90y+JiIislhcXBzWrVuHzz//HO7u7tIIhYeHB+rWrWvj3hnPGnulmTICNmHCBAwfPrzKOiEhxi2B4+fnh4MHDxocy8vLk84Zi4ERERGRhZYtWwYA6N69u8HxVatWVfsXv12xYEsQmHGdt7c3vL29zbvf30RGRmL27Nm4evUqfHx8AADp6enQaDRo2bKl0e1YfSqttqz+SUREZCwhRIXFoYIiWCf5Wi7Z2dnIzMxEdnY2tFotMjMzkZmZiZs3bwIAevXqhZYtW+L555/Hzz//jJ07d+Ktt95CXFwc1Gq10fexemCkX/3zwIEDSE9PR3FxMXr16oVbt25Z+1ZERER0n0hKSkJYWBimTp2KmzdvIiwsDGFhYfjxxx8BACqVCtu2bYNKpUJkZCSGDh2KYcOGYcaMGSbdx+pTaTt27DD4vHr1avj4+ODw4cPo2rWrtW9HREREVmLJnmdy75W2evVqrF69uso6QUFB+Prrry26j+w5Rlz9k4iIyDFYsrWH3FuC1BRZX9d35NU/iYiI7jf6TWTNLbWBrI/hyKt/EhER3W/M3w7E/Ck4eyPbVJp+9c+9e/dWu/qnKdniRERERHKxemAkhMCrr76KLVu24Ntvv72vV/8kIiJyJJa8di/36/o1xeqBUW1Z/ZOIiOh+w+RrGQKjWrP6JxER0X3Gnl/XrymyTKUREREROSLulUZEREQAyqbSzM0x4lQaERER1SYqpQIqMwMjwak0IiIiqk2UFgRGuloSGNWSdSqJiIiILMcRIyIiIgJg2VRabRkxui8Do5KGIbK273T5qKztA0Bz/7aytv9dtryb+XYN1Mjavty/njXx7qWjPwPfTyVyPAyM7tPAiIiIiMpjYMQcIyIiIiIJR4yIiIgIAFBHCdQx+3V9K3fGRhgYEREREQBOpQEMjIiIiKiMJesYaWtJYFRLBr6IiIiILMcRIyIiIgIAqBRKqJTmjZmoFLVjrIWBEREREQGwLMfI3OvsDQMjIiIiAsDACGCOEREREZGEI0ZEREQEgCNGAAMjIiIiKqNSKKBSmBkYmXmdvWFgRERERAAsW8dIWUtGjJhjRERERFSGI0ZEREQEgDlGAAMjIiIiKlNHqTB7E9nasiUIAyMiIiICwBEjgDlGRERERBKOGBEREREAjhgBHDEiIiKiMiqFQgqOTC4yrmN04cIFjBo1CsHBwahbty6aNm2KqVOnoqioyKDe0aNH0aVLF7i4uCAgIADz5s0z+V4cMSIiIiIA9ruO0alTp6DT6bB8+XI0a9YMx48fx+jRo3Hr1i0sWLAAAFBQUIBevXohOjoaKSkpOHbsGEaOHAlPT0+MGTPG6HsxMCIiIiK79sQTT+CJJ56QPoeEhCArKwvLli2TAqPU1FQUFRVh5cqVcHZ2RqtWrZCZmYmFCxeaFBhxKo2IiIgAwPxptHtGmgoKCgxKYWGhLH3Nz89H/fr1pc8ZGRno2rUrnJ2dpWMxMTHIysrCtWvXjG6XI0YyKPZvK/s9lD99JWv73cL6yNo+vv1Y1uZF92Gytl8TKYaiBu5BVZP7/2c5/z/mzw+ZwxrJ1wEBAQbHp06dimnTplnaNQNnz57FkiVLpNEiAMjNzUVwcLBBPV9fX+mcl5eXUW0zMCIiIiIAgEpp/ttlqrI5qJycHGg0Gum4Wq2u9JqEhATMnTu3ynZPnjyJFi1aSJ8vXbqEJ554AgMGDMDo0aPN6mtVGBgRERERAOuMGGk0GoPAqCoTJkzA8OHDq6wTEhIi/ffly5fRo0cPREVFYcWKFQb1/Pz8kJeXZ3BM/9nPz8+o/gAMjIiIiKzu7bffRmJiIsaNG4dFixbZujt2y9vbG97e3kbVvXTpEnr06IHw8HCsWrUKSqVhmnRkZCQmT56M4uJiODk5AQDS09MRGhpq9DQawORrIiIiqzp06BCWL1+Otm3lzze1NmskX8vh0qVL6N69OwIDA7FgwQL8/vvvyM3NRW5urlRn8ODBcHZ2xqhRo/DLL7/g008/xeLFixEfH2/SvThiREREZCU3b97EkCFD8OGHH2LWrFmV1issLDR4W6ugoKAmulcte13HKD09HWfPnsXZs2fRuHFjg3NClL5q4OHhgbS0NMTFxSE8PBwNGzZEUlKSSa/qAxwxIiIispq4uDj06dMH0dHRVdZLTk6Gh4eHVP7+JpetqBQKi4pchg8fDiFEheVebdu2xb59+3D37l389ttvmDhxosn3YmBERERkBRs2bMCRI0eQnJxcbd3ExETk5+dLJScnpwZ6SMaQPTB6++23oVAoMH78eLlvRUREZBM5OTkYN24cUlNT4eLiUm19tVotvb1lyltcclMqFBaV2kDWHCNHTkAjIiIy1uHDh3H16lW0b99eOqbVarF37168//77KCwshEqlsmEPjaMCoDIzvrH/pzOObCNG9yagmfKaHBERkaPp2bMnjh07hszMTKl06NABQ4YMQWZmpkMERUBpArUlpTaQbcTo3gQ0R8zMJyIiMpa7uztat25tcMzNzQ0NGjQod5zsmyyBkT4B7dChQ9XWTU5OxvTp0+XoBhEREZnAkrfL5HwrrSZZPTDSJ6Clp6cblYCWmJhosPhSQUGB3by2SEREZK5vv/3W1l0wmSVJ1Ey+roSpCWhqtbrKDeaIiIioZigV5idf15IUI+sHRvoEtHuNGDECLVq0wMSJEx0mAY2IiIjuP1YPjJiARkRE5JgsebuMb6URERFRrcIcoxoKjBwxAY2IiOh+o7Igx8jc6+wN90ojIiIiKsOpNCIiIgLAqTSAgRERERGVUSkVUJmZRG3udfaGgREREREB4IgRwBwjIiIiIsl9OWIkbN0BK9CG9ZG1/c+z/pK1/X7dh8na/vsHL8na/qudHpC1/ZpQO/5tJ6/a8GcFkSn4Vtp9GhgRERFReQoLptIUtWQqjYERERERAWDyNcAcIyIiIiIJR4yIiIgIQOloibkDP7VlpIWBEREREQEAVAoFVGbmCpl7nb1hYEREREQAuI4RUHtGvoiIiIgsxhEjIiIiAgColKXF3GtrAwZGREREBKA08dr8qTQrd8ZGGBgRERERgNKgyNwk6tqSY8TAiIiIiAAw+Rpg8jURERGRhCNGREREBIDJ1wADIyIiIirDqTQGRkRERFRGoSgt5l5bG9SSgS8iIiKqzZ5++mkEBgbCxcUFjRo1wvPPP4/Lly8b1Dl69Ci6dOkCFxcXBAQEYN68eSbfh4ERERERAQCUUFhU5NSjRw989tlnyMrKwqZNm/Drr7+if//+0vmCggL06tULQUFBOHz4MObPn49p06ZhxYoVJt2HU2lEREQEwL6n0l577TXpv4OCgpCQkIB+/fqhuLgYTk5OSE1NRVFREVauXAlnZ2e0atUKmZmZWLhwIcaMGWP0fThiRERERAD0K1+bX4DSkZt7S2FhodX7+ddffyE1NRVRUVFwcnICAGRkZKBr165wdnaW6sXExCArKwvXrl0zum0GRkRERGQ1AQEB8PDwkEpycrLV2p44cSLc3NzQoEEDZGdn4/PPP5fO5ebmwtfX16C+/nNubq7R92BgRERERAD+N5VmbgGAnJwc5OfnSyUxMbHS+yUkJEChUFRZTp06JdV/44038NNPPyEtLQ0qlQrDhg2DEMKq3wFzjIiIiAgALEqi1l+n0Wig0WiMumbChAkYPnx4lXVCQkKk/27YsCEaNmyIBx98EA899BACAgJw4MABREZGws/PD3l5eQbX6j/7+fkZ/RwMjIiIiKiUBcnX5sRT3t7e8Pb2Nut2Op0OAKQcpsjISEyePFlKxgaA9PR0hIaGwsvLy+h27TYwEmVFDnKvQSVXv2vSM6H1ZW2/aMMcWdt/deAkWduflHZW1vYBYE6vZvLeQOjkbV/BmXoiso4ffvgBhw4dwqOPPgovLy/8+uuvmDJlCpo2bYrIyEgAwODBgzF9+nSMGjUKEydOxPHjx7F48WK8++67Jt2Lf3IRERERAOu8lSYHV1dXbN68GT179kRoaChGjRqFtm3b4rvvvoNarQYAeHh4IC0tDefPn0d4eDgmTJiApKQkk17VB+x4xIiIiIhqlgLmz6rIORvTpk0b7N69u9p6bdu2xb59+yy6FwMjIiIiAsBNZAFOpRERERFJOGJEREREAMqm0szdEsSqPbEdBkZEREQEoHQaydyppNoyBVVbnoOIiMimLl26hKFDh6JBgwaoW7cu2rRpgx9//NHW3TJJdatQV1dqA44YERERWejatWvo3LkzevToge3bt8Pb2xtnzpwxaWFBsg+yBEaXLl3CxIkTsX37dty+fRvNmjXDqlWr0KFDBzluR0REZFNz585FQEAAVq1aJR0LDg62YY/MY8l6RHKuY1STrD6Vpo+anZycsH37dpw4cQLvvPMOo2YiIqq1vvjiC3To0AEDBgyAj48PwsLC8OGHH1Zav7CwEAUFBQbFHlhjE1lHZ/URI1Oj5sLCQmmfEwB288NBRERkrHPnzmHZsmWIj4/HpEmTcOjQIYwdOxbOzs6IjY0tVz85ORnTp0+3QU+rxuRrGZ7D1Kg5OTkZHh4eUgkICLB2l4iIiGSl0+nQvn17zJkzB2FhYRgzZgxGjx6NlJSUCusnJiYiPz9fKjk5OTXcY6qM1QMjfdTcvHlz7Ny5Ey+99BLGjh2LNWvWVFifPxxEROToGjVqhJYtWxoce+ihh5CdnV1hfbVaDY1GY1DsAd9Kk2EqTafToUOHDpgzp3T39LCwMBw/fhwpKSkVDieq1WppAzgiIiJH1LlzZ2RlZRkcO336NIKCgmzUI/Mw+VqGESNTo2YiIiJH99prr+HAgQOYM2cOzp49i3Xr1mHFihWIi4uzdddMpjCz1BZWD4xqS9RMRERkrI4dO2LLli1Yv349WrdujZkzZ2LRokUYMmSIrbtGJrL6VNprr72GqKgozJkzB8899xwOHjyIFStWYMWKFda+FRERkd146qmn8NRTT9m6GxbhVJoMI0aMmomIiBwTk69lWvm6NkTNRERE9xuOGNWe9ZiIiIiILMZNZImIiAiAZW+Y1ZIBIwZGREREVEqpUEBpZq6QudfZGwZGREREBMCyzWBrSVxkv4GRnAtGCZna1auJnw25n0FuzgMnydr+9ffelLX92WPnydo+AAz85GdZ218/9GFZ21cInaztQ8EUSSJrUwgBhTDvbxhzr7M3/JOFiIiIqIzdjhgRERFRDRO60mLutbUAAyMiIiICUDoFbu40uOzT5zWEgRERERGV4ogRc4yIiIiI9DhiRERERKWEKC3mXlsLMDAiIiKiUpxKY2BEREREpUrXMTI3+bp2jBgxx4iIiIioDEeMiIiIqBSn0hgYERERURkGRpxKIyIiojL6wMjcUgMKCwvRrl07KBQKZGZmGpw7evQounTpAhcXFwQEBGDePNP3tWRgRERERA7jzTffhL+/f7njBQUF6NWrF4KCgnD48GHMnz8f06ZNw4oVK0xqn1NpREREVEroAJ39TqVt374daWlp2LRpE7Zv325wLjU1FUVFRVi5ciWcnZ3RqlUrZGZmYuHChRgzZozR9+CIEREREQH4315p5hagdOTm3lJYWGiVvuXl5WH06NFYu3YtXF1dy53PyMhA165d4ezsLB2LiYlBVlYWrl27ZvR9GBgRERFRKSvkGAUEBMDDw0MqycnJlndLCAwfPhwvvvgiOnToUGGd3Nxc+Pr6GhzTf87NzTX6XpxKIyIiIqvJycmBRqORPqvV6krrJiQkYO7cuVW2d/LkSaSlpeHGjRtITEy0Wj8rw8CIiIiISllhrzSNRmMQGFVlwoQJGD58eJV1QkJCsHv3bmRkZJQLsjp06IAhQ4ZgzZo18PPzQ15ensF5/Wc/Pz8jH4KBEREREenV8DpG3t7e8Pb2rrbee++9h1mzZkmfL1++jJiYGHz66aeIiIgAAERGRmLy5MkoLi6Gk5MTACA9PR2hoaHw8vIyuk8MjIiIiAiA/e6VFhgYaPC5Xr16AICmTZuicePGAIDBgwdj+vTpGDVqFCZOnIjjx49j8eLFePfdd026FwMjIiIicngeHh5IS0tDXFwcwsPD0bBhQyQlJZn0qj7AwIiIiIj0HGRLkCZNmkBUMELVtm1b7Nu3z6K2GRgRERFRKQcJjOTEwIiIiIhKMTBiYEQVU8h9A5l/gTzGmr5xoCl+ez1W1vYBYMOCNbK2nzXsWVnbf/DjLbK2b26CqGk34Rq4RPcbBkZEREQEAAZbe5hzbW3AwIiIiIhK6SzYRNbc6+wMAyMiIiIqZYWVrx0dJ9CJiIiIynDEiIiIiErxrTQGRkRERFSKydcMjIiIiEiPI0bWzzHSarWYMmUKgoODUbduXTRt2hQzZ86scOluIiIiInti9RGjuXPnYtmyZVizZg1atWqFH3/8ESNGjICHhwfGjh1r7dsRERGRtQhhwYhR7RgAsXpgtH//fjzzzDPo06cPgNKN3tavX4+DBw9a+1ZERERkTUIL6LTmX1sLWH0qLSoqCrt27cLp06cBAD///DO+//579O7du8L6hYWFKCgoMChERESOpLakkQidzqJSG1h9xCghIQEFBQVo0aIFVCoVtFotZs+ejSFDhlRYPzk5GdOnT7d2N4iIiGpMrUkj0VkwYmTudXbG6oHRZ599htTUVKxbtw6tWrVCZmYmxo8fD39/f8TGlt94MzExEfHx8dLngoICBAQEWLtbREREsmEaSe1h9cDojTfeQEJCAgYOHAgAaNOmDS5evIjk5OQKAyO1Wg21Wm3tbhAREdWYqKgorFixAqdPn8aDDz4opZEsXLiwwvqFhYUoLCyUPttNGglHjKwfGN2+fRtKpWHqkkqlgq6WzD0SERH9XW1JIxFaLYTWvADH3OvsjdUDo759+2L27NkIDAxEq1at8NNPP2HhwoUYOXKktW9FRERkF2pNGolOV1rMvbYWsHpgtGTJEkyZMgUvv/wyrl69Cn9/f/z73/9GUlKStW9FRERkF5hGUntYPTByd3fHokWLsGjRIms3TUREZJdqTRqJTmdBjpGDPWsluFcaERGRhWpLGonQaSHMDIzMvc7eMDAiIiKyUK1JIxEW5BjVkk1kGRgRERFZiGkktQcDIyIiIgLAqTSAgRERERHpcYFHBkZkIwqr719sQCfzvo0BC9bIewMAvZb+IGv7aR9vkbX9TtN2y9r+wWmPydo+AChkzpkQMv8eEJmM6xiBv5VEREREZThiRERERAC4JQjAwIiIiIj0uMAjAyMiIiIqw+Rr5hgRERER6XHEiIiIiAAAQqeDMHNKzNzr7A1HjIiIiKiUfirN3CKjJk2aQKFQGJS3337boM7Ro0fRpUsXuLi4ICAgAPPmzTP5PhwxIiIiolLCggBHyJ9jNGPGDIwePVr67O7uLv13QUEBevXqhejoaKSkpODYsWMYOXIkPD09MWbMGKPvwcCIiIiIHIK7uzv8/PwqPJeamoqioiKsXLkSzs7OaNWqFTIzM7Fw4UKTAiNOpRERERGA/+UYmVuA0pGbe0thYaHV+vf222+jQYMGCAsLw/z581FSUiKdy8jIQNeuXeHs7Cwdi4mJQVZWFq5du2b0PThiRERERKWssI5RQECAweGpU6di2rRpFnYMGDt2LNq3b4/69etj//79SExMxJUrV7Bw4UIAQG5uLoKDgw2u8fX1lc55eXkZdR8GRkRERFTKCusY5eTkQKPRSIfVanWllyQkJGDu3LlVNnvy5Em0aNEC8fHx0rG2bdvC2dkZ//73v5GcnFzlPUzFwIiIiIisRqPRGARGVZkwYQKGDx9eZZ2QkJAKj0dERKCkpAQXLlxAaGgo/Pz8kJeXZ1BH/7myvKSKMDAiIiIiADW/V5q3tze8vb3Nul9mZiaUSiV8fHwAAJGRkZg8eTKKi4vh5OQEAEhPT0doaKjR02gAk6+JiIhIT6ezrMgkIyMDixYtws8//4xz584hNTUVr732GoYOHSoFPYMHD4azszNGjRqFX375BZ9++ikWL15sMAVnDI4YERERUSk73StNrVZjw4YNmDZtGgoLCxEcHIzXXnvNIOjx8PBAWloa4uLiEB4ejoYNGyIpKcmkV/UBBkZERERk59q3b48DBw5UW69t27bYt2+fRfdiYEREREQAAKHTQpg58mPudfaGgREREREB4CayAAMjIiIiKiN0AkJrbmAkrNwb22BgRERERAAAodWZHxiZeZ294ev6RERERGU4YkREREQAmGME2HFgJMqKHBQytatXE7OsteEZ5KSS+QvS1sAXtDMuQtb2DzzaQ9b2D36/R9b227y+Q9b2AeDogidkbV8h5PuLRM62qfbiVJodB0ZERERUsxgYMceIiIiISMIRIyIiIgJQuhGsrgY3kbVHDIyIiIgIACCEBcnXtSSvjYERERERAWCOEcAcIyIiIiIJR4yIiIgIAEeMADNGjPbu3Yu+ffvC398fCoUCW7duNTgvhEBSUhIaNWqEunXrIjo6GmfOnLFWf4mIiEgmQiekRR5NL46+Al4pkwOjW7du4eGHH8bSpUsrPD9v3jy89957SElJwQ8//AA3NzfExMTg7t27FneWiIiI5KPT6iwqtYHJU2m9e/dG7969KzwnhMCiRYvw1ltv4ZlnngEAfPzxx/D19cXWrVsxcOBAy3pLREREJCOrJl+fP38eubm5iI6Olo55eHggIiICGRkZFV5TWFiIgoICg0JEREQ1T59jZG6pDawaGOXm5gIAfH19DY77+vpK5/4uOTkZHh4eUgkICLBml4iIiMhIDIzs4HX9xMRE5OfnSyUnJ8fWXSIiIrov6Rd4NKvUkgUerRoY+fn5AQDy8vIMjufl5Unn/k6tVkOj0RgUIiIiIluwamAUHBwMPz8/7Nq1SzpWUFCAH374AZGRkda8FREREVkZp9LMCIxu3ryJzMxMZGZmAihNuM7MzER2djYUCgXGjx+PWbNm4YsvvsCxY8cwbNgw+Pv7o1+/flbuOhERUc24X9bwY2BkRmD0448/IiwsDGFhYQCA+Ph4hIWFISkpCQDw5ptv4tVXX8WYMWPQsWNH3Lx5Ezt27ICLi4t1e05ERFRD7pc1/HQ6nUWlNjB5HaPu3btDiMpXt1QoFJgxYwZmzJhhUceIiIjsBdfwu3/Y/K00IiIiR1ab1vDjVBoDIyIiIovUpjX8SgMcrZmFgRERERGZwV7X8DN/A9nSUhswMCIiIrIA1/CrXRgYERERWaA2reEndBbkGNWSESOT30qrKYqyIofK36mzDrn6fa/a8Axykvv7UdXAF6SV+SEe+X6PrO3vfugRWds/dvKArO0DwKpG7WRtf/iVTNnaFgr+u9eabt68ibNnz0qf9Wv41a9fH4GBgdIafs2bN0dwcDCmTJnimGv4WZJEXUtyjOw2MCIiIrIXP/74I3r06CF9jo+PBwDExsZi9erVePPNN3Hr1i2MGTMG169fx6OPPuqQa/jptDrozAxwzL3O3jAwIiIiqgbX8Lt/cKyViIiIANj/W2lfffUVIiIiULduXXh5eZWbqszOzkafPn3g6uoKHx8fvPHGGygpKTHpHhwxIiIiIgD/W+DR3GvltGnTJowePRpz5szBY489hpKSEhw/flw6r9Vq0adPH/j5+WH//v24cuUKhg0bBicnJ8yZM8fo+zAwIiIiIgCA0AoIM9/8MPc6Y5SUlGDcuHGYP38+Ro0aJR1v2bKl9N9paWk4ceIEvvnmG/j6+qJdu3aYOXMmJk6ciGnTpsHZ2dmoe3EqjYiIiKzm71udFBYWWtzmkSNHcOnSJSiVSoSFhaFRo0bo3bu3wYhRRkYG2rRpY7ACeUxMDAoKCvDLL78YfS8GRkRERAQA0Ol00ptpJpeyHKOAgACD7U6Sk5Mt7te5c+cAANOmTcNbb72Fbdu2wcvLC927d8dff/0FoHRrloq2ZdGfMxYDIyIiIgIACJ2wqABATk6OwXYniYmJld4vISEBCoWiynLq1Ckp6Jo8eTL++c9/Ijw8HKtWrYJCocDGjRut+h0wx4iIiMhO1KlbD4o6alnvIUqcKj2n0wI6pXm5Qjpt6f+assXJhAkTMHz48CrrhISE4MqVKwAMc4rUajVCQkKQnZ0NoHRrloMHDxpcq9+mpbKtWSrCwIiIiIgAlL2Vpqy5t9K8vb3h7e1dbb3w8HCo1WpkZWXh0UcfBQAUFxfjwoULCAoKAgBERkZi9uzZuHr1Knx8fAAA6enp0Gg0BgFVdRgYERERkV3TaDR48cUXMXXqVAQEBCAoKAjz588HAAwYMAAA0KtXL7Rs2RLPP/885s2bh9zcXLz11luIi4uDWm38KBwDIyIiIgJQ9rq+mVNpcr6uDwDz589HnTp18Pzzz+POnTuIiIjA7t274eXlBQBQqVTYtm0bXnrpJURGRsLNzQ2xsbEmr0bOwIiIiIgAADqtsCDHSN7AyMnJCQsWLMCCBQsqrRMUFISvv/7aovswMCIiIiIANZ9jZI/4uj4RERFRGY4YEREREQBAJwR0OjOn0oS8U2k1hYERERERldIKCIWZAY7MOUY1hYERERERAUDp1h4K83KFdMwxIiIiIqpdOGJEREREAMrWMTJzKk3udYxqCgMjIiIiAsDACGBgRERERGWYY8QcIyIiIiIJR4yIiIgIACCEgDBzHSPBdYyISE4qhbzty50O0OPkAVnbDxqyQtb2AeDilUxZ2/ftO1u2tkVJoWxtU+2l0wroYJ97pdUUBkZEREQEoCz5GubulVY7AiPmGBERERGV4YgRERERAdCPGPF1fSIiIiLmGIGBEREREZUROh2Ewrw3P4SO6xgRERER1SomB0Z79+5F37594e/vD4VCga1bt0rniouLMXHiRLRp0wZubm7w9/fHsGHDcPnyZWv2mYiIiGSg0wqLSm1gcmB069YtPPzww1i6dGm5c7dv38aRI0cwZcoUHDlyBJs3b0ZWVhaefvppq3SWiIiI5CN0ojQB25xi5sKQ9sbkHKPevXujd+/eFZ7z8PBAenq6wbH3338fnTp1QnZ2NgIDA83rJREREclPq4MQZq4uW0tyjGRPvs7Pz4dCoYCnp2eF5wsLC1FY+L8VWgsKCuTuEhERkV0quXMTijrFst6Dq6JXTdbk67t372LixIkYNGgQNBpNhXWSk5Ph4eEhlYCAADm7RERERJVgjpGMgVFxcTGee+45CCGwbNmySuslJiYiPz9fKjk5OXJ1iYiIiKpgdn5RWakNZJlK0wdFFy9exO7duysdLQIAtVoNtVotRzeIiIjIBDohoBNmLvBo5nX2xuqBkT4oOnPmDPbs2YMGDRpY+xZEREREsjA5MLp58ybOnj0rfT5//jwyMzNRv359NGrUCP3798eRI0ewbds2aLVa5ObmAgDq168PZ2dn6/WciIiIrEorBLRmjvyYe529MTkw+vHHH9GjRw/pc3x8PAAgNjYW06ZNwxdffAEAaNeuncF1e/bsQffu3c3vKREREclKK0qLudfWBiYHRt27d4eoIiqs6hwRERHZL44Yca80IiIiIonsCzwSERGRY+BUGkeMiIiIqnW/bKCuK5tKM6fUltf1GRgRERFV437ZQF2L/40amVxs3XkrYWBERERUjd69e2PWrFl49tlny53Tb6D+3HPPITQ0FI888gjef/99HD58GNnZ2TborfnMHS2yJGnbGN9++y0UCkWF5dChQ1K9o0ePokuXLnBxcUFAQADmzZtn8r2YY0RERGRl3EDduqKionDlyhWDY1OmTMGuXbvQoUMHAKXfYa9evRAdHY2UlBQcO3YMI0eOhKenJ8aMGWP0vew2MBJlRQ4KmdrVq4lZ1trwDHLi91M9pcxfkk7mL+lCqvF/0JlrXv02sraf99cx2douKCiAr98C2dqnyhm7gfr06dNruGfVs2RKTM7ka2dnZ/j5+Umfi4uL8fnnn+PVV1+FQlH6h1lqaiqKioqwcuVKODs7o1WrVsjMzMTChQtNCow4lUZERGQljr6Butn5Rfe8zVZQUGBQ7h0Zs5YvvvgCf/75J0aMGCEdy8jIQNeuXQ122YiJiUFWVhauXbtmdNsMjIiIiKzg3g3U09PTq91AXaPRGBR7YI0co4CAAHh4eEglOTnZ6v386KOPEBMTg8aNG0vHcnNz4evra1BP/1m/PZkx7HYqjYiIyFFwA/X/ycnJMQj01Gp1pXUTEhIwd+7cKts7efIkWrRoIX3+7bffsHPnTnz22WeWd7YCDIyIiIiqcb9soK6zIMdIn1doygjYhAkTMHz48CrrhISEGHxetWoVGjRoUG45BD8/P+Tl5Rkc03++Nz+pOgyMiIiIqnG/bKCuFQJaM18vMed1fW9vb3h7extdXwiBVatWYdiwYXBycjI4FxkZicmTJ6O4uFg6l56ejtDQUHh5eRl9DwZGRERE1bhfNlC317fS9Hbv3o3z58/jhRdeKHdu8ODBmD59OkaNGoWJEyfi+PHjWLx4Md59912T7sHAiIiIiBzCRx99hKioKIOcIz0PDw+kpaUhLi4O4eHhaNiwIZKSkkx6VR9gYERERERlSkeMzJ1Ks3JnKrBu3boqz7dt2xb79u2z6B4MjIiIiAiA/U+l1QQGRkRERASg5pOv7REXeCQiIiIqwxEjIiIiAlC6D6TOgmtrAwZGREREdqLo1nUoVPIuCCm0RZWe41QaAyMiIiIqw+Rr5hgRERERSThiRERERAA4lQYwMCIiIqIynEpjYERERERlOGLEHCMiIiIiCUeMiIiICACgs2AqTVc7BowYGBEREVEpTqUxMCIiIqIyWpifRG3uSJO9sbvASJRFnDdu3JDtHgrZWi5VEzFzbXgGOfH7sT25h9WVcv+fDOCuMHdzBOMUFBTI1rb+z1BRS/4VTzWjyOwNQSy71p7YXWCk/2Vu3ry5jXtCRCSvZD8/2e9x48YNeHh4yH4fcmzOzs7w8/NDau4li9rx8/ODs7O8W5rIze4CI39/f+Tk5MDd3R0KRfX/JCwoKEBAQABycnKg0WhqoIfW5+jPwP7bnqM/A/tvfUII3LhxA/7+/rbuCjkAFxcXnD9/HkVFle+jZgxnZ2e4uLhYqVe2YXeBkVKpROPGjU2+TqPR2M0fSOZy9Gdg/23P0Z+B/bcujhSRKVxcXBw+qLEGrmNEREREVIaBEREREVEZhw+M1Go1pk6dCrVabeuumM3Rn4H9tz1Hfwb2n4jshULwXU4iIiKbKigogIeHB+q0GQKFSt63uoS2CCXHUpGfn29XOXH2wuFHjIiIiIishYERERERURkGRkRERERlGBgRERERlXH4wGjp0qVo0qQJXFxcEBERgYMHD9q6S0ZJTk5Gx44d4e7uDh8fH/Tr1w9ZWVm27pbZ3n77bSgUCowfP97WXTHJpUuXMHToUDRo0AB169ZFmzZt8OOPP9q6W0bRarWYMmUKgoODUbduXTRt2hQzZ860672x9u7di759+8Lf3x8KhQJbt241OC+EQFJSEho1aoS6desiOjoaZ86csU1nK1BV/4uLizFx4kS0adMGbm5u8Pf3x7Bhw3D58mXbdZiITObQgdGnn36K+Ph4TJ06FUeOHMHDDz+MmJgYXL161dZdq9Z3332HuLg4HDhwAOnp6SguLkavXr1w69YtW3fNZIcOHcLy5cvRtm1bW3fFJNeuXUPnzp3h5OSE7du348SJE3jnnXfg5eVl664ZZe7cuVi2bBnef/99nDx5EnPnzsW8efOwZMkSW3etUrdu3cLDDz+MpUuXVnh+3rx5eO+995CSkoIffvgBbm5uiImJwd27d2u4pxWrqv+3b9/GkSNHMGXKFBw5cgSbN29GVlYWnn76aRv0lIjM5dCv60dERKBjx454//33AQA6nQ4BAQF49dVXkZCQYOPemeb333+Hj48PvvvuO3Tt2tXW3THazZs30b59e3zwwQeYNWsW2rVrh0WLFtm6W0ZJSEjAf//7X+zbt8/WXTHLU089BV9fX3z00UfSsX/+85+oW7cuPvnkExv2zDgKhQJbtmxBv379AJSOFvn7+2PChAl4/fXXAQD5+fnw9fXF6tWrMXDgQBv2try/978ihw4dQqdOnXDx4kUEBgbWXOfI4fB1ffvhsCNGRUVFOHz4MKKjo6VjSqUS0dHRyMjIsGHPzJOfnw8AqF+/vo17Ypq4uDj06dPH4P8HR/HFF1+gQ4cOGDBgAHx8fBAWFoYPP/zQ1t0yWlRUFHbt2oXTp08DAH7++Wd8//336N27t417Zp7z588jNzfX4GfJw8MDERERDvk7DZT+XisUCnh6etq6K2Tn9GMUQlsMoS2SuRQb3JMM2d0mssb6448/oNVq4evra3Dc19cXp06dslGvzKPT6TB+/Hh07twZrVu3tnV3jLZhwwYcOXIEhw4dsnVXzHLu3DksW7YM8fHxmDRpEg4dOoSxY8fC2dkZsbGxtu5etRISElBQUIAWLVpApVJBq9Vi9uzZGDJkiK27Zpbc3FwAqPB3Wn/Okdy9excTJ07EoEGD+K9yqtaff/4JANCe+KxG78mNhstz2MCoNomLi8Px48fx/fff27orRsvJycG4ceOQnp7usLsx63Q6dOjQAXPmzAEAhIWF4fjx40hJSXGIwOizzz5Damoq1q1bh1atWiEzMxPjx4+Hv7+/Q/S/NisuLsZzzz0HIQSWLVtm6+6QA9DPFmRnZ5sUrBQUFCAgIAA5OTlGB+D5+fkIDAx0uBmKmuKwgVHDhg2hUqmQl5dncDwvLw9+fn426pXpXnnlFWzbtg179+5F48aNbd0dox0+fBhXr15F+/btpWNarRZ79+7F+++/j8LCQqhUKhv2sHqNGjVCy5YtDY499NBD2LRpk416ZJo33ngDCQkJUu5NmzZtcPHiRSQnJztkYKT/vc3Ly0OjRo2k43l5eWjXrp2NemU6fVB08eJF7N69m6NFZBSlsjSzxcPDw6yfGY1GY/J1+nuSIYf9VpydnREeHo5du3ZJx3Q6HXbt2oXIyEgb9sw4Qgi88sor2LJlC3bv3o3g4GBbd8kkPXv2xLFjx5CZmSmVDh06YMiQIcjMzLT7oAgAOnfuXG6JhNOnTyMoKMhGPTLN7du3y/3BplKpoNPpbNQjywQHB8PPz8/gd7qgoAA//PCDQ/xOA/8Lis6cOYNvvvkGDRo0sHWXiMhEDjtiBADx8fGIjY1Fhw4d0KlTJyxatAi3bt3CiBEjbN21asXFxWHdunX4/PPP4e7uLuVQeHh4oG7dujbuXfXc3d3L5UO5ubmhQYMGDpMn9dprryEqKgpz5szBc889h4MHD2LFihVYsWKFrbtmlL59+2L27NkIDAxEq1at8NNPP2HhwoUYOXKkrbtWqZs3b+Ls2bPS5/PnzyMzMxP169dHYGAgxo8fj1mzZqF58+YIDg7GlClT4O/vX+WbXzWpqv43atQI/fv3x5EjR7Bt2zZotVrp97p+/fpwdpb3TSMishLh4JYsWSICAwOFs7Oz6NSpkzhw4ICtu2QUABWWVatW2bprZuvWrZsYN26crbthki+//FK0bt1aqNVq0aJFC7FixQpbd8loBQUFYty4cSIwMFC4uLiIkJAQMXnyZFFYWGjrrlVqz549Ff7cx8bGCiGE0Ol0YsqUKcLX11eo1WrRs2dPkZWVZdtO36Oq/p8/f77S3+s9e/bYuutk5+7evSumTp0q7t69K/t15t7rfuHQ6xgRERERWZPD5hgRERERWRsDIyIiIqIyDIyIiIiIyjAwIiIiIirDwIiIiIioDAMjIiIiG/jrr78wZMgQaDQaeHp6YtSoUbh582a5ekuXLkWTJk3g4uICjUYDhUJhUF588UWD+hs3boSvry8UCgWUSiVCQ0Nx8ODBSvuxevXqcm066lZP1uDQCzwSERE5qiFDhuDKlStIT09HcXExRowYgTFjxmDdunVSnU8//RTx8fFISUlBREQEoqOjUVhYiMOHD6Nhw4YAAFdXV6n+/v378a9//QtKpRKzZs1CTk4OVqxYgejoaJw9exY+Pj4V9kWj0RjsBKBQKGR6avvHwIiIiKiGnTx5Ejt27MChQ4fQoUMHAMCSJUvw5JNPYsGCBfD39wcALFy4EKNHj5Z2dGjevDkKCgqwbds2JCQklGt38eLF8PDwwJAhQzB58mQAwE8//YTjx49j5cqVFV4DlAZCjrTPqJw4lUZERFTDMjIy4OnpKQVFABAdHQ2lUokffvgBAFBUVITDhw8jOjpaqqNQKFBSUoKkpCS0bt0aiYmJuH37tnR+//79KCgoMLjmiSeegFqtRkZGRqX9uXnzJoKCghAQEIBnnnkGv/zyizUf16EwMCIiIqphubm55aa16tSpg/r160t77P3xxx/QarXw9fWV6gwePBh9+/ZFaGgoEhMTsXbtWgwdOtSgXZ1OZ3CNr68vCgsLpXb/LjQ0FCtXrsTnn3+OTz75BDqdDlFRUfjtt9+s+cgOg4ERERGRlSQkJJRLZP57OXXqlNntjxkzBsHBwXB1dcWQIUPw8ccfY8uWLfj111/NbjMyMhLDhg1Du3bt0K1bN2zevBne3t5Yvny52W06MuYYERERWcmECRMwfPjwKuuEhITAz88PV69eNTheUlKCv/76S8r1adiwIVQqFfLy8gzq5eXlSXUiIiIAAGfPnkXTpk3h5+eHy5cvG1yTl5cHtVptdA6Rk5MTwsLCcPbsWaPq1zYcMSIiIrISb29vtGjRosri7OyMyMhIXL9+HYcPH5au3b17N3Q6nRTsODs7Izw8HLt27ZLq6HQ67Nq1C5GRkQCAzMxMAECjRo0AAFFRUdBoNAbXpKWloaioSLqmOlqtFseOHZPavN8ohBDC1p0gIiK63/Tu3Rt5eXlISUmRXtfv0KGD9Lr+pUuX0LFjR/z5559YsWIF/Pz88NZbbyErKwu7du3ClStXMGTIEHh5eSE7OxtAafJ1ly5doFQqMXPmTOTk5CAlJQVubm44c+YMfH19MWzYMDzwwANITk4GAMyYMQOPPPIImjVrhuvXr2P+/PnYunUrDh8+jJYtW9rs+7EVTqURERHZQGpqKl555RX07NkTSqUS//znP/Hee+9J54uLi3HlyhWMHTsWSUlJyM3NhVqthkKhQJcuXRAQEAAvLy906dJFuiYqKgobNmxAXFwcEhMToVAo0Lx5c3z88cdSQnZ2djaUyv9NGF27dg2jR49Gbm4uvLy8EB4ejv3799+XQRHAESMiIiIiCXOMiIiIiMowMCIiIiIqw8CIiIiIqAwDIyIiIqIyDIyIiIiIyjAwIiIiIirDwIiIiIioDAMjIiIiojIMjIiIiIjKMDAiIiIiKsPAiIiIiKjM/wN8G+Xj942t9QAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "gs = GridSpec(1, 2, width_ratios=[3, 1])\n",
    "\n",
    "ax0 = plt.subplot(gs[0])\n",
    "im = ax0.imshow(model.A, aspect='equal', cmap=plt.get_cmap('RdBu'),vmin=-70, vmax=70)\n",
    "ax0.set(title='State Transition Matrix A')\n",
    "\n",
    "ax1 = plt.subplot(gs[1])\n",
    "im = ax1.imshow(model.B, aspect='equal', cmap=plt.get_cmap('RdBu'), vmin=-75, vmax=2)\n",
    "ax1.set(title='Control Vector B')\n",
    "fig.colorbar(im, ax=ax1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extract forcing signal\n",
    "which corresponds to the rth delay vector, here $v_{14}$. The bursts correspond to\n",
    "lobe switching events of the chaotic Lorenz system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(-0.04, 0.04)"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "u = model.regressor.forcing_signal\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, tight_layout=True, figsize=(12, 4))\n",
    "axs.plot(t[n_delays:], u, '-b', label='v14')\n",
    "axs.grid()\n",
    "axs.set_xlabel('t')\n",
    "axs.legend(loc='best')\n",
    "plt.xlim([0, 25])\n",
    "plt.ylim([-.04, .04])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction using the HAVOK model\n",
    "Using the identified model with the forcing signal $u=v_{14}$, it is possible to\n",
    "reconstruct the attractor. The figure below shows the reconstructed variable $x(t)$\n",
    "based on the model prediction of the dominant delay coordinates. In practice, it is\n",
    "possible to measure $v_{14}$ from a streaming time series of $x(t)$ by convolution\n",
    "with the $u_{14}$ mode (14th column in the matrix U), which can be accessed via `model.projection_matrix_`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "xpred = model.simulate(x[:n_delays+1, INDEX], t[n_delays:]-t[n_delays], u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(len(INDEX), 1, tight_layout=True, figsize=(12, 4*len(INDEX)))\n",
    "\n",
    "if len(INDEX) > 1:\n",
    "    for i, j in enumerate(INDEX):\n",
    "        axs[i].plot(t[n_delays:], x[n_delays:, j], '-b', label=f'x_{j}')\n",
    "        axs[i].plot(t[n_delays:], xpred[:,j], '--r', label=f'xpred_{j}')\n",
    "    for i in range(2):\n",
    "        axs[i].grid()\n",
    "        axs[i].set_xlabel('t',size=15)\n",
    "        axs[i].set_ylabel('component of system state', size=15)\n",
    "        axs[i].legend(loc='best')\n",
    "        axs[i].set_xlim([0, 50])\n",
    "        axs[i].set_ylim([-50, 50])\n",
    "else:\n",
    "    axs.plot(t[n_delays:], x[n_delays:, INDEX], '-b',  label=f'x_{0}')\n",
    "    axs.plot(t[n_delays:], xpred, '--r', label=f'xpred_{0}')\n",
    "    axs.grid()\n",
    "    axs.set_xlabel('t', size=15)\n",
    "    axs.set_ylabel('component of system state', size=15)\n",
    "    axs.legend(loc='best')\n",
    "    plt.xlim([0, 50])\n",
    "    plt.ylim([-50, 50])\n",
    "# axs[1].plot(t[n_delays:], x[n_delays:, 2], '--b', label='x_2')\n",
    "# axs[1].plot(t[n_delays:], xpred[:,1], '--r', label='xpred_2')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Access matrix related to Koopman operator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(14, 14)"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 14)"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.C.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 14)"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.W.shape"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
